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Journal of Machine Learning Research, ISSN 1532-4435, 02/2011, Volume 12, pp. 491 - 523
.... We present a novel multiple kernel learning technique for integrating heterogeneous data into a single, unified similarity space... 
Similarity | Multiple kernel learning | Metric learning | multiple kernel learning | metric learning | similarity | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
Neurocomputing, ISSN 0925-2312, 12/2017, Volume 267, pp. 210 - 219
.... Predefined similarity metrics are often data-dependent and sensitive to noise. Recently, data-driven approach which learns similarity information from data has drawn significant attention... 
Multiple kernel learning | Similarity measure | Sparse representation | Nonlinear relation | Clustering | Recommender systems | Kernel method | SIGNAL RECOVERY | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Computer science | Algorithms | Data mining | Analysis | Machine learning
Journal Article
Information Sciences, ISSN 0020-0255, 03/2018, Volume 430-431, pp. 247 - 260
.... Instead, in this paper, we propose a novel Multiple Kernel Similarity Metric (MKSM), in which, different from the Mahalanobis metric, the similarity computation is essentially based on an implicit nonlinear feature transformation... 
Linear programming | Feature fusion and selection | Sparse solution | Kinship verification | Multiple Kernel Similarity Metric | Large margin | COMPUTER SCIENCE, INFORMATION SYSTEMS | Machine vision | Analysis
Journal Article
IEEE Transactions on Pattern Analysis and Machine Intelligence, ISSN 0162-8828, 03/2014, Volume 36, Issue 3, pp. 536 - 549
Journal Article
Neural Processing Letters, ISSN 1370-4621, 6/2016, Volume 43, Issue 3, pp. 905 - 921
Journal Article
Pattern Recognition, ISSN 0031-3203, 10/2015, Volume 48, Issue 10, pp. 3113 - 3124
.... In this paper, we propose a novel Hybrid Euclidean-and-Riemannian Metric Learning (HERML) method to fuse multiple statistics of image set... 
Hybrid Euclidean-and-Riemannian metric learning | Large-scale video | Multiple heterogeneous statistics | Face recognition | KERNEL | CLASSIFICATION | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Analysis | Biometry
Journal Article
International Journal of Computer Vision, ISSN 0920-5691, 5/2014, Volume 108, Issue 1, pp. 115 - 132
Journal Article
International Journal of Computer Vision, ISSN 0920-5691, 07/2017, Volume 123, Issue 3, pp. 392 - 414
Journal Article
IEEE Transactions on Image Processing, ISSN 1057-7149, 02/2011, Volume 20, Issue 2, pp. 570 - 585
Journal Article
2011 International Conference on Computer Vision, ISSN 1550-5499, 11/2011, pp. 643 - 650
.... For generalizing to new test images we integrate them into MIM using a learned multiple kernel metric, instead of learning conventional classifiers on the recovered pixel labels... 
Training | Measurement | Image segmentation | Histograms | Roads | Semantics | Kernel
Conference Proceeding
Soft Computing, ISSN 1432-7643, 6/2018, Volume 22, Issue 11, pp. 3685 - 3709
Journal Article
IEEE Transactions on Image Processing, ISSN 1057-7149, 08/2013, Volume 22, Issue 8, pp. 3050 - 3061
Journal Article
2013 8th Iranian Conference on Machine Vision and Image Processing (MVIP), ISSN 2166-6776, 09/2013, pp. 451 - 456
Conference Proceeding
Pattern Recognition, ISSN 0031-3203, 04/2019, Volume 88, pp. 174 - 184
... of similarity metric, noise and outliers. Moreover, nonlinear relationships usually exist in real-world datasets, which have not been considered by most existing methods... 
Auto-weighted strategy | Graph learning | Multiple kernel learning | Multi-view clustering | MATRIX FACTORIZATION | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Computer science | Analysis
Journal Article